Skip to main content

R code to fit Gaussian process models to white-nose syndrome/Pseudogymnoascus destructans monitoring data across North America from 2006-2022

Dates

Publication Date
Start Date
2006-01-01
End Date
2021-12-31

Citation

Wiens, A.M., and Thogmartin, W.E., 2022, R code to fit Gaussian process models to white-nose syndrome/Pseudogymnoascus destructans monitoring data across North America from 2006-2022: U.S. Geological Survey data release, https://doi.org/10.5066/P9ZD9GVZ.

Summary

This code supports the manuscript "Gaussian process forecasts Pseudogymnoascus destructans will cover coterminous United States by 2030." The code is used to fit Gaussian process models to publicly accessible monitoring data on the spread of white-nose syndrome in North America. These models are used to make predictions on a fine spatial grid, giving a forecast (and hindcast) of the spread of white-nose syndrome at any location. Also contained in the code is a retrospective cross validation experiment, producing parameter estimates and model scoring over time. The code also relies on the GRTS grid for model prediction, which is publicly accessible at https://doi.org/10.5066/p9o75ydv. Shapefiles such as administrative boundaries can [...]

Contacts

Point of Contact :
Ashton M Wiens
Originator :
Ashton M Wiens, Wayne E Thogmartin
Metadata Contact :
Ashton M Wiens
Publisher :
U.S. Geological Survey
Distributor :
U.S. Geological Survey - ScienceBase
SDC Data Owner :
Upper Midwest Environmental Sciences Center
USGS Mission Area :
Ecosystems

Attached Files

Click on title to download individual files attached to this item.

wns_spread_manuscript_code.R 90.34 KB text/x-rsrc

Purpose

The code was used to produce all results and figures for the manuscript. In addition, as more white-nose syndrome monitoring data are collected, this code can be used to re-fit models and make updated predictions.

Additional Information

Identifiers

Type Scheme Key
DOI https://www.sciencebase.gov/vocab/category/item/identifier doi:10.5066/P9ZD9GVZ

Item Actions

View Item as ...

Save Item as ...

View Item...